Overview
Brought to you by YData
Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 49281 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.6 MiB |
| Average record size in memory | 120.0 B |
Variable types
| Numeric | 8 |
|---|---|
| Categorical | 6 |
sales_channel is highly imbalanced (50.4%) | Imbalance |
trip_type is highly imbalanced (94.3%) | Imbalance |
flight_hour has 1501 (3.0%) zeros | Zeros |
Reproduction
| Analysis started | 2025-08-07 04:57:22.366574 |
|---|---|
| Analysis finished | 2025-08-07 04:57:25.847392 |
| Duration | 3.48 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
num_passengers
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5901869 |
| Minimum | 1 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 770.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.0165375 |
|---|---|
| Coefficient of variation (CV) | 0.63925663 |
| Kurtosis | 10.076058 |
| Mean | 1.5901869 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.6880951 |
| Sum | 78366 |
| Variance | 1.0333485 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 30879 | |
| 2 | 12669 | |
| 3 | 2882 | 5.8% |
| 4 | 1767 | 3.6% |
| 5 | 544 | 1.1% |
| 6 | 281 | 0.6% |
| 7 | 107 | 0.2% |
| 8 | 88 | 0.2% |
| 9 | 64 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 30879 | |
| 2 | 12669 | |
| 3 | 2882 | 5.8% |
| 4 | 1767 | 3.6% |
| 5 | 544 | 1.1% |
| 6 | 281 | 0.6% |
| 7 | 107 | 0.2% |
| 8 | 88 | 0.2% |
| 9 | 64 | 0.1% |
| Value | Count | Frequency (%) |
| 9 | 64 | 0.1% |
| 8 | 88 | 0.2% |
| 7 | 107 | 0.2% |
| 6 | 281 | 0.6% |
| 5 | 544 | 1.1% |
| 4 | 1767 | 3.6% |
| 3 | 2882 | 5.8% |
| 2 | 12669 | |
| 1 | 30879 |
sales_channel
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 770.0 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 43917 | |
| 1 | 5364 | 10.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 43917 | |
| 1 | 5364 | 10.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 43917 | |
| 1 | 5364 | 10.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 49281 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 43917 | |
| 1 | 5364 | 10.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 49281 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 43917 | |
| 1 | 5364 | 10.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 49281 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 43917 | |
| 1 | 5364 | 10.9% |
trip_type
Categorical
Imbalance 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 770.0 KiB |
| 2 | |
|---|---|
| 1 | 386 |
| 0 | 116 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 48779 | |
| 1 | 386 | 0.8% |
| 0 | 116 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 48779 | |
| 1 | 386 | 0.8% |
| 0 | 116 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 48779 | |
| 1 | 386 | 0.8% |
| 0 | 116 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 49281 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 48779 | |
| 1 | 386 | 0.8% |
| 0 | 116 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 49281 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 48779 | |
| 1 | 386 | 0.8% |
| 0 | 116 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 49281 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 48779 | |
| 1 | 386 | 0.8% |
| 0 | 116 | 0.2% |
purchase_lead
Real number (ℝ)
| Distinct | 470 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 84.723281 |
| Minimum | 0 |
|---|---|
| Maximum | 867 |
| Zeros | 365 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 770.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 21 |
| median | 51 |
| Q3 | 115 |
| 95-th percentile | 287 |
| Maximum | 867 |
| Range | 867 |
| Interquartile range (IQR) | 94 |
Descriptive statistics
| Standard deviation | 90.410229 |
|---|---|
| Coefficient of variation (CV) | 1.0671238 |
| Kurtosis | 2.501577 |
| Mean | 84.723281 |
| Median Absolute Deviation (MAD) | 37 |
| Skewness | 1.6568168 |
| Sum | 4175248 |
| Variance | 8174.0095 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 681 | 1.4% |
| 2 | 666 | 1.4% |
| 6 | 649 | 1.3% |
| 7 | 636 | 1.3% |
| 5 | 611 | 1.2% |
| 13 | 604 | 1.2% |
| 4 | 597 | 1.2% |
| 8 | 591 | 1.2% |
| 9 | 587 | 1.2% |
| 12 | 582 | 1.2% |
| Other values (460) | 43077 |
| Value | Count | Frequency (%) |
| 0 | 365 | |
| 1 | 681 | |
| 2 | 666 | |
| 3 | 571 | |
| 4 | 597 | |
| 5 | 611 | |
| 6 | 649 | |
| 7 | 636 | |
| 8 | 591 | |
| 9 | 587 |
| Value | Count | Frequency (%) |
| 867 | 1 | |
| 704 | 1 | |
| 641 | 1 | |
| 633 | 1 | |
| 625 | 1 | |
| 614 | 1 | |
| 606 | 1 | |
| 605 | 1 | |
| 584 | 1 | |
| 577 | 1 |
length_of_stay
Real number (ℝ)
| Distinct | 335 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.053976 |
| Minimum | 0 |
|---|---|
| Maximum | 778 |
| Zeros | 9 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 770.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 5 |
| median | 17 |
| Q3 | 28 |
| 95-th percentile | 84 |
| Maximum | 778 |
| Range | 778 |
| Interquartile range (IQR) | 23 |
Descriptive statistics
| Standard deviation | 33.832149 |
|---|---|
| Coefficient of variation (CV) | 1.4675191 |
| Kurtosis | 49.365201 |
| Mean | 23.053976 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 5.2964762 |
| Sum | 1136123 |
| Variance | 1144.6143 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 7611 | |
| 5 | 7151 | |
| 4 | 5568 | 11.3% |
| 3 | 2798 | 5.7% |
| 17 | 1823 | 3.7% |
| 21 | 1373 | 2.8% |
| 18 | 1335 | 2.7% |
| 20 | 1277 | 2.6% |
| 22 | 1272 | 2.6% |
| 19 | 1241 | 2.5% |
| Other values (325) | 17832 |
| Value | Count | Frequency (%) |
| 0 | 9 | < 0.1% |
| 1 | 257 | 0.5% |
| 2 | 857 | 1.7% |
| 3 | 2798 | 5.7% |
| 4 | 5568 | |
| 5 | 7151 | |
| 6 | 7611 | |
| 17 | 1823 | 3.7% |
| 18 | 1335 | 2.7% |
| 19 | 1241 | 2.5% |
| Value | Count | Frequency (%) |
| 778 | 1 | |
| 773 | 1 | |
| 610 | 1 | |
| 603 | 1 | |
| 577 | 1 | |
| 573 | 1 | |
| 532 | 1 | |
| 517 | 1 | |
| 513 | 1 | |
| 510 | 1 |
flight_hour
Real number (ℝ)
Zeros 
| Distinct | 24 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.0706763 |
| Minimum | 0 |
|---|---|
| Maximum | 23 |
| Zeros | 1501 |
| Zeros (%) | 3.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 770.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5 |
| median | 9 |
| Q3 | 13 |
| 95-th percentile | 19 |
| Maximum | 23 |
| Range | 23 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 5.413099 |
|---|---|
| Coefficient of variation (CV) | 0.59676906 |
| Kurtosis | -0.2998581 |
| Mean | 9.0706763 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.39814112 |
| Sum | 447012 |
| Variance | 29.30164 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8 | 3125 | 6.3% |
| 12 | 3114 | 6.3% |
| 9 | 3097 | 6.3% |
| 7 | 3080 | 6.2% |
| 11 | 3071 | 6.2% |
| 10 | 3050 | 6.2% |
| 13 | 3046 | 6.2% |
| 6 | 3010 | 6.1% |
| 5 | 2817 | 5.7% |
| 4 | 2786 | 5.7% |
| Other values (14) | 19085 |
| Value | Count | Frequency (%) |
| 0 | 1501 | |
| 1 | 2071 | |
| 2 | 2596 | |
| 3 | 2616 | |
| 4 | 2786 | |
| 5 | 2817 | |
| 6 | 3010 | |
| 7 | 3080 | |
| 8 | 3125 | |
| 9 | 3097 |
| Value | Count | Frequency (%) |
| 23 | 975 | 2.0% |
| 22 | 573 | 1.2% |
| 21 | 386 | 0.8% |
| 20 | 275 | 0.6% |
| 19 | 294 | 0.6% |
| 18 | 430 | 0.9% |
| 17 | 848 | 1.7% |
| 16 | 1536 | |
| 15 | 2201 | |
| 14 | 2783 |
flight_day
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.8136199 |
| Minimum | 1 |
|---|---|
| Maximum | 7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 770.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 7 |
| Maximum | 7 |
| Range | 6 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.9919129 |
|---|---|
| Coefficient of variation (CV) | 0.52231554 |
| Kurtosis | -1.2033931 |
| Mean | 3.8136199 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.1344121 |
| Sum | 187939 |
| Variance | 3.9677171 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 7988 | |
| 3 | 7562 | |
| 2 | 7558 | |
| 4 | 7323 | |
| 5 | 6685 | |
| 7 | 6442 | |
| 6 | 5723 |
| Value | Count | Frequency (%) |
| 1 | 7988 | |
| 2 | 7558 | |
| 3 | 7562 | |
| 4 | 7323 | |
| 5 | 6685 | |
| 6 | 5723 | |
| 7 | 6442 |
| Value | Count | Frequency (%) |
| 7 | 6442 | |
| 6 | 5723 | |
| 5 | 6685 | |
| 4 | 7323 | |
| 3 | 7562 | |
| 2 | 7558 | |
| 1 | 7988 |
route
Real number (ℝ)
| Distinct | 799 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 392.31331 |
| Minimum | 0 |
|---|---|
| Maximum | 798 |
| Zeros | 20 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 770.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 203 |
| median | 382 |
| Q3 | 611 |
| 95-th percentile | 736 |
| Maximum | 798 |
| Range | 798 |
| Interquartile range (IQR) | 408 |
Descriptive statistics
| Standard deviation | 227.27043 |
|---|---|
| Coefficient of variation (CV) | 0.5793085 |
| Kurtosis | -1.0960119 |
| Mean | 392.31331 |
| Median Absolute Deviation (MAD) | 200 |
| Skewness | -0.0059546058 |
| Sum | 19333592 |
| Variance | 51651.849 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 2620 | 5.3% |
| 717 | 912 | 1.9% |
| 633 | 833 | 1.7% |
| 436 | 793 | 1.6% |
| 287 | 729 | 1.5% |
| 438 | 683 | 1.4% |
| 293 | 677 | 1.4% |
| 300 | 658 | 1.3% |
| 291 | 652 | 1.3% |
| 639 | 637 | 1.3% |
| Other values (789) | 40087 |
| Value | Count | Frequency (%) |
| 0 | 20 | < 0.1% |
| 1 | 1 | < 0.1% |
| 2 | 2 | < 0.1% |
| 3 | 69 | 0.1% |
| 4 | 8 | < 0.1% |
| 5 | 7 | < 0.1% |
| 6 | 2620 | |
| 7 | 6 | < 0.1% |
| 8 | 5 | < 0.1% |
| 9 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 798 | 1 | < 0.1% |
| 797 | 7 | < 0.1% |
| 796 | 2 | < 0.1% |
| 795 | 6 | < 0.1% |
| 794 | 10 | < 0.1% |
| 793 | 2 | < 0.1% |
| 792 | 1 | < 0.1% |
| 791 | 6 | < 0.1% |
| 790 | 25 | |
| 789 | 2 | < 0.1% |
booking_origin
Real number (ℝ)
| Distinct | 104 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.249589 |
| Minimum | 0 |
|---|---|
| Maximum | 103 |
| Zeros | 78 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 770.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 4 |
| median | 37 |
| Q3 | 58 |
| 95-th percentile | 93 |
| Maximum | 103 |
| Range | 103 |
| Interquartile range (IQR) | 54 |
Descriptive statistics
| Standard deviation | 32.785767 |
|---|---|
| Coefficient of variation (CV) | 0.85715343 |
| Kurtosis | -1.1951302 |
| Mean | 38.249589 |
| Median Absolute Deviation (MAD) | 33 |
| Skewness | 0.42598891 |
| Sum | 1884978 |
| Variance | 1074.9065 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 17691 | |
| 51 | 7055 | 14.3% |
| 85 | 4502 | 9.1% |
| 43 | 3819 | 7.7% |
| 17 | 3284 | 6.7% |
| 37 | 2317 | 4.7% |
| 91 | 2042 | 4.1% |
| 93 | 1993 | 4.0% |
| 36 | 1258 | 2.6% |
| 61 | 1060 | 2.2% |
| Other values (94) | 4260 | 8.6% |
| Value | Count | Frequency (%) |
| 0 | 78 | 0.2% |
| 1 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 6 | < 0.1% |
| 4 | 17691 | |
| 5 | 8 | < 0.1% |
| 6 | 5 | < 0.1% |
| 7 | 36 | 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 103 | 386 | |
| 102 | 1 | < 0.1% |
| 101 | 453 | |
| 100 | 173 | 0.4% |
| 99 | 42 | 0.1% |
| 98 | 5 | < 0.1% |
| 97 | 9 | < 0.1% |
| 96 | 2 | < 0.1% |
| 95 | 1 | < 0.1% |
| 94 | 2 | < 0.1% |
wants_extra_baggage
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 770.0 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 32931 | |
| 0 | 16350 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 32931 | |
| 0 | 16350 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 32931 | |
| 0 | 16350 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 49281 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 32931 | |
| 0 | 16350 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 49281 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 32931 | |
| 0 | 16350 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 49281 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 32931 | |
| 0 | 16350 |
wants_preferred_seat
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 770.0 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 34712 | |
| 1 | 14569 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 34712 | |
| 1 | 14569 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 34712 | |
| 1 | 14569 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 49281 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 34712 | |
| 1 | 14569 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 49281 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 34712 | |
| 1 | 14569 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 49281 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 34712 | |
| 1 | 14569 |
wants_in_flight_meals
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 770.0 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 28256 | |
| 1 | 21025 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 28256 | |
| 1 | 21025 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 28256 | |
| 1 | 21025 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 49281 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 28256 | |
| 1 | 21025 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 49281 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 28256 | |
| 1 | 21025 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 49281 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 28256 | |
| 1 | 21025 |
flight_duration
Real number (ℝ)
| Distinct | 21 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.2799738 |
| Minimum | 4.67 |
|---|---|
| Maximum | 9.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 770.0 KiB |
Quantile statistics
| Minimum | 4.67 |
|---|---|
| 5-th percentile | 4.67 |
| Q1 | 5.62 |
| median | 7.57 |
| Q3 | 8.83 |
| 95-th percentile | 8.83 |
| Maximum | 9.5 |
| Range | 4.83 |
| Interquartile range (IQR) | 3.21 |
Descriptive statistics
| Standard deviation | 1.4963899 |
|---|---|
| Coefficient of variation (CV) | 0.2055488 |
| Kurtosis | -1.3725837 |
| Mean | 7.2799738 |
| Median Absolute Deviation (MAD) | 1.26 |
| Skewness | -0.36211026 |
| Sum | 358764.39 |
| Variance | 2.2391828 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8.83 | 14339 | |
| 8.58 | 6892 | |
| 5.62 | 5464 | 11.1% |
| 6.62 | 4658 | 9.5% |
| 7 | 3314 | 6.7% |
| 7.57 | 2785 | 5.7% |
| 4.67 | 2699 | 5.5% |
| 6.42 | 1708 | 3.5% |
| 5.33 | 1506 | 3.1% |
| 4.75 | 1246 | 2.5% |
| Other values (11) | 4670 | 9.5% |
| Value | Count | Frequency (%) |
| 4.67 | 2699 | |
| 4.72 | 486 | 1.0% |
| 4.75 | 1246 | 2.5% |
| 4.83 | 145 | 0.3% |
| 5 | 237 | 0.5% |
| 5.07 | 501 | 1.0% |
| 5.13 | 116 | 0.2% |
| 5.33 | 1506 | 3.1% |
| 5.52 | 664 | 1.3% |
| 5.62 | 5464 |
| Value | Count | Frequency (%) |
| 9.5 | 36 | 0.1% |
| 8.83 | 14339 | |
| 8.67 | 787 | 1.6% |
| 8.58 | 6892 | |
| 8.15 | 299 | 0.6% |
| 7.57 | 2785 | 5.7% |
| 7.42 | 221 | 0.4% |
| 7 | 3314 | 6.7% |
| 6.62 | 4658 | 9.5% |
| 6.42 | 1708 | 3.5% |
booking_complete
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 770.0 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 41890 | |
| 1 | 7391 | 15.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 41890 | |
| 1 | 7391 | 15.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 41890 | |
| 1 | 7391 | 15.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 49281 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 41890 | |
| 1 | 7391 | 15.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 49281 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 41890 | |
| 1 | 7391 | 15.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 49281 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 41890 | |
| 1 | 7391 | 15.0% |
Interactions
Correlations
| booking_complete | booking_origin | flight_day | flight_duration | flight_hour | length_of_stay | num_passengers | purchase_lead | route | sales_channel | trip_type | wants_extra_baggage | wants_in_flight_meals | wants_preferred_seat | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| booking_complete | 1.000 | 0.259 | 0.013 | 0.148 | 0.047 | 0.014 | 0.027 | 0.025 | 0.109 | 0.039 | 0.028 | 0.068 | 0.026 | 0.050 |
| booking_origin | 0.259 | 1.000 | -0.008 | -0.254 | 0.055 | -0.256 | 0.074 | 0.029 | -0.072 | 0.089 | 0.037 | 0.081 | 0.143 | 0.114 |
| flight_day | 0.013 | -0.008 | 1.000 | 0.019 | 0.019 | 0.005 | 0.018 | 0.040 | -0.016 | 0.047 | 0.002 | 0.004 | 0.000 | 0.017 |
| flight_duration | 0.148 | -0.254 | 0.019 | 1.000 | -0.025 | 0.234 | -0.057 | 0.079 | -0.154 | 0.060 | 0.033 | 0.100 | 0.167 | 0.121 |
| flight_hour | 0.047 | 0.055 | 0.019 | -0.025 | 1.000 | -0.049 | 0.025 | 0.043 | -0.012 | 0.032 | 0.000 | 0.026 | 0.027 | 0.028 |
| length_of_stay | 0.014 | -0.256 | 0.005 | 0.234 | -0.049 | 1.000 | -0.125 | 0.025 | -0.006 | 0.030 | 0.000 | 0.104 | 0.065 | 0.032 |
| num_passengers | 0.027 | 0.074 | 0.018 | -0.057 | 0.025 | -0.125 | 1.000 | 0.256 | -0.058 | 0.010 | 0.000 | 0.133 | 0.029 | 0.055 |
| purchase_lead | 0.025 | 0.029 | 0.040 | 0.079 | 0.043 | 0.025 | 0.256 | 1.000 | -0.099 | 0.016 | 0.007 | 0.052 | 0.040 | 0.020 |
| route | 0.109 | -0.072 | -0.016 | -0.154 | -0.012 | -0.006 | -0.058 | -0.099 | 1.000 | 0.048 | 0.021 | 0.095 | 0.094 | 0.044 |
| sales_channel | 0.039 | 0.089 | 0.047 | 0.060 | 0.032 | 0.030 | 0.010 | 0.016 | 0.048 | 1.000 | 0.021 | 0.056 | 0.026 | 0.029 |
| trip_type | 0.028 | 0.037 | 0.002 | 0.033 | 0.000 | 0.000 | 0.000 | 0.007 | 0.021 | 0.021 | 1.000 | 0.013 | 0.013 | 0.004 |
| wants_extra_baggage | 0.068 | 0.081 | 0.004 | 0.100 | 0.026 | 0.104 | 0.133 | 0.052 | 0.095 | 0.056 | 0.013 | 1.000 | 0.217 | 0.208 |
| wants_in_flight_meals | 0.026 | 0.143 | 0.000 | 0.167 | 0.027 | 0.065 | 0.029 | 0.040 | 0.094 | 0.026 | 0.013 | 0.217 | 1.000 | 0.315 |
| wants_preferred_seat | 0.050 | 0.114 | 0.017 | 0.121 | 0.028 | 0.032 | 0.055 | 0.020 | 0.044 | 0.029 | 0.004 | 0.208 | 0.315 | 1.000 |
Missing values
Sample
| num_passengers | sales_channel | trip_type | purchase_lead | length_of_stay | flight_hour | flight_day | route | booking_origin | wants_extra_baggage | wants_preferred_seat | wants_in_flight_meals | flight_duration | booking_complete | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2 | 0 | 2 | 262 | 19 | 7 | 6 | 0 | 61 | 1 | 0 | 0 | 5.52 | 0 |
| 1 | 1 | 0 | 2 | 112 | 20 | 3 | 6 | 0 | 61 | 0 | 0 | 0 | 5.52 | 0 |
| 2 | 2 | 0 | 2 | 243 | 22 | 17 | 3 | 0 | 36 | 1 | 1 | 0 | 5.52 | 0 |
| 3 | 1 | 0 | 2 | 96 | 31 | 4 | 6 | 0 | 61 | 0 | 0 | 1 | 5.52 | 0 |
| 4 | 2 | 0 | 2 | 68 | 22 | 15 | 3 | 0 | 36 | 1 | 0 | 1 | 5.52 | 0 |
| 5 | 1 | 0 | 2 | 3 | 48 | 20 | 4 | 0 | 61 | 1 | 0 | 1 | 5.52 | 0 |
| 6 | 3 | 0 | 2 | 201 | 33 | 6 | 4 | 0 | 61 | 1 | 0 | 1 | 5.52 | 0 |
| 7 | 2 | 0 | 2 | 238 | 19 | 14 | 1 | 0 | 36 | 1 | 0 | 1 | 5.52 | 0 |
| 8 | 1 | 0 | 2 | 80 | 22 | 4 | 1 | 0 | 61 | 0 | 0 | 1 | 5.52 | 0 |
| 9 | 1 | 1 | 2 | 378 | 30 | 12 | 7 | 0 | 36 | 0 | 0 | 0 | 5.52 | 0 |
| num_passengers | sales_channel | trip_type | purchase_lead | length_of_stay | flight_hour | flight_day | route | booking_origin | wants_extra_baggage | wants_preferred_seat | wants_in_flight_meals | flight_duration | booking_complete | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49990 | 1 | 0 | 2 | 12 | 6 | 10 | 6 | 720 | 4 | 0 | 0 | 0 | 5.62 | 0 |
| 49991 | 1 | 0 | 2 | 8 | 6 | 6 | 1 | 720 | 4 | 0 | 1 | 0 | 5.62 | 0 |
| 49992 | 1 | 0 | 2 | 14 | 6 | 12 | 5 | 720 | 4 | 1 | 0 | 0 | 5.62 | 0 |
| 49993 | 1 | 0 | 2 | 19 | 6 | 12 | 7 | 720 | 4 | 1 | 0 | 0 | 5.62 | 0 |
| 49994 | 2 | 0 | 2 | 25 | 6 | 9 | 7 | 720 | 4 | 0 | 0 | 0 | 5.62 | 0 |
| 49995 | 2 | 0 | 2 | 27 | 6 | 9 | 6 | 720 | 4 | 1 | 0 | 1 | 5.62 | 0 |
| 49996 | 1 | 0 | 2 | 111 | 6 | 4 | 7 | 720 | 4 | 0 | 0 | 0 | 5.62 | 0 |
| 49997 | 1 | 0 | 2 | 24 | 6 | 22 | 6 | 720 | 4 | 0 | 0 | 1 | 5.62 | 0 |
| 49998 | 1 | 0 | 2 | 15 | 6 | 11 | 1 | 720 | 4 | 1 | 0 | 1 | 5.62 | 0 |
| 49999 | 1 | 0 | 2 | 19 | 6 | 10 | 4 | 720 | 4 | 0 | 1 | 0 | 5.62 | 0 |